{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img align=\"center\" src=\"./images/occiput_logo3.png\" width=\"400\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Physio and listmode triggers - Siemens Biograph mMR\n",
    "This example shows how to load the Siemens physiologiacal data and listmode triggers. Such data includes respiratory and cardiac triggers, external signals, signals for the synchronization with between PET and MR, ..\n",
    "\n",
    "- First, the example shows how to load the physiological data from the Dicom file generated by the Siemens scanners when physiological data is acquired (e.g., respiratory bellow, ECG, external signal). \n",
    "\n",
    "- Then the example shows how to load the triggers stored in the PET listmode data. These can include respiratory and cardiac signals, as well as signals for the synchronization with the MR scanner in the Biograph mMR. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import occiput\n",
    "from Occiput_Interface_Biograph_mMR import Biograph_mMR"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load physio data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "scanner = Biograph_mMR()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#basename= '../data/PET_data/cardiac/physio_simulations/NECK_MRAC_PET_ECG_RESP_RAW_DATA_0031/'  \n",
    "#basename= '../data/PET_data/cardiac/TEST_M_15_07_22-16_52_04-DST-1_3_12_2_1107_5_2_38_51006/' \n",
    "#basename= '../data/PET_data/cardiac/physio_simulations/NECK_MRAC_PET_ECG_ONLY_1000MS_RAW_DATA_0023/'\n",
    "basename= '../data/PET_data/cardiac/IRIDAZ_20150720_15_07_20-14_05_05-DST-1_3_12_2_1107_5_2_38_51006/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "physio = scanner.physiology.load(basename+'3.IMA')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sampling rate breathing:  50\n",
      "Sampling rate ECG:        400\n",
      "Sampling rate external:   50\n",
      "Triggers breathing:       19\n",
      "Triggers ECG I:           33\n",
      "Triggers ECG aVF:         33\n",
      "Triggers external:        0\n",
      "Triggers pulse Oxygen:    106\n"
     ]
    }
   ],
   "source": [
    "print \"Sampling rate breathing: \",physio['sampling_rate_breathing']\n",
    "print \"Sampling rate ECG:       \",physio['sampling_rate_ecg']\n",
    "print \"Sampling rate external:  \",physio['sampling_rate_external']\n",
    "print \"Triggers breathing:      \",(physio['triggers_breathing']!=0).sum()\n",
    "print \"Triggers ECG I:          \",(physio['triggers_ecg_I']!=0).sum()\n",
    "print \"Triggers ECG aVF:        \",(physio['triggers_ecg_aVF']!=0).sum()\n",
    "print \"Triggers external:       \",(physio['triggers_external']!=0).sum()\n",
    "print \"Triggers pulse Oxygen:   \",(physio['triggers_pulse_ox']!=0).sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## Load listmode triggers"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When raw data is exported from the Siemens Biograph mMR through the console, the Siemens software exports 4 Dicom files. One of the files (whose name ends with 2.IMA) is just a wrapper of the raw listmode data stored in Interfile file format. The entire content of the listmode file is stored in a Dicom field. \n",
    "\n",
    "Occiput implements a utility function that extracts the listmode data from the Dicom file and stores it into an Interfile listmode file. Before loading the listmode data into Occiput, we have to convert the Dicom into listmode. \n",
    "You may wander why we don't read the binary data directly from the Dicom. The reason is that pydicom currently does not support streaming; we would have to laod the entire listmode file in RAM memory; but typically it's too large. \n",
    "\n",
    "Finally note that when the often the data is exported from the scanner directly in listmode format (i.e. without the Dicom wrapper). In fact there are two ways to export raw data from the scanner: through the console (producing the 4 Dicoms) and by copying the raw data from the hard drive of the reconstruction machine (raw listmode, no Dicom wrapper). \n",
    "\n",
    "Let's go."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Converting listmode dicom file to listmode interfile. \n",
      "Done. \n"
     ]
    }
   ],
   "source": [
    "occiput.DataSources.FileSources.convert_listmode_dicom_to_interfile(basename+'2.IMA',basename+'listmode')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "scanner.listmode.load_gates(basename+'listmode.l',time_range_ms=[0,4000000])\n",
    "gates = scanner.listmode.get_gates()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "time_gates_br_on  = gates['time'][gates['payload']==4096]\n",
    "time_gates_br_off = gates['time'][gates['payload']==4097]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([  625, 21017, 24272, 27685, 31039, 34433, 37846, 41121, 44515,\n",
       "       47849, 51322, 54616, 58189], dtype=int32)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "time_gates_br_on"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([19250, 21017, 24272, 27686, 31040, 34433, 37847, 41122, 44515,\n",
       "       47849, 51322, 54617, 58189], dtype=int32)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "time_gates_br_off"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2ba009bd04d0>]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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IFF/yvPKKDNIAccUC/oniZ84AX/4ysHy5iDk+L+E8cEAcO45LLgGmpiRSxSeGhuS4cWN2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\nUVySJEmSJEmSlA2L4pIkSZIkSZKkbPx/Amz2Ugzvf4AAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2ba0028694d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=[18,4])\n",
    "hold(0)\n",
    "t1 = linspace(0,1000.0/50*len(physio['samples_breathing']),len(physio['samples_breathing']))\n",
    "plot(t1,physio['samples_breathing'])\n",
    "hold(1)\n",
    "t2 = linspace(0,1000.0/50*len(physio['triggers_breathing']),len(physio['triggers_breathing']))\n",
    "plot(t2,physio['triggers_breathing'],'r')\n",
    "plot(time_gates_br_on,1000*ones(time_gates_br_off.shape),'xm')\n",
    "plot(time_gates_br_off,1000*ones(time_gates_br_on.shape),'.g')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2ba014017910>]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ylBLF167VX28SslioFsX7+0uL4tpFYZddV8ip4sPnz6eUKL56tRy1D9TcRJAT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\nUVySJEmSJEmSlA2L4pIkSZIkSZKkbPx/Amz2Ugzvf4AAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2ba009b9d5d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=[18,4])\n",
    "hold(0)\n",
    "\n",
    "min_time = 0\n",
    "max_time = 240000\n",
    "\n",
    "sa = physio['samples_breathing']\n",
    "tr = physio['triggers_breathing']\n",
    "tsa = linspace(0,1000.0/50 *400/400 *len(sa),len(sa))\n",
    "ttr = linspace(0,1000.0/50 *400/400 *len(tr),len(tr))\n",
    "tgon  = time_gates_br_on\n",
    "tgoff = time_gates_br_off\n",
    "gon  = 1000*ones(tgon.shape)\n",
    "goff = 1000*ones(tgoff.shape)\n",
    "\n",
    "sa  = sa[(tsa>min_time)*(tsa<max_time)]\n",
    "tsa = tsa[(tsa>min_time)*(tsa<max_time)]\n",
    "tr  = tr[(ttr>min_time)*(ttr<max_time)]\n",
    "ttr = ttr[(ttr>min_time)*(ttr<max_time)]\n",
    "gon  = gon[(tgon>min_time)*(tgon<max_time)]\n",
    "tgon = tgon[(tgon>min_time)*(tgon<max_time)]\n",
    "goff  = goff[(tgoff>min_time)*(tgoff<max_time)]\n",
    "tgoff = tgoff[(tgoff>min_time)*(tgoff<max_time)]\n",
    "\n",
    "hold(1)\n",
    "plot(tsa,sa)\n",
    "plot(ttr,tr,'r')\n",
    "plot(tgon,gon,'xm')\n",
    "plot(tgoff,goff,'.g')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "time_gates_ecg_on  = gates['time'][gates['payload']==8192]\n",
    "time_gates_ecg_off = gates['time'][gates['payload']==8193]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2ba009b46310>]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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S+GWClX0JIYR4oeyM4hWr75ieOtxokyTToYMc2U6E448HTjut2LkoLegdTBTWhXgY71OY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      "text/plain": [
       "<matplotlib.figure.Figure at 0x2ba009b7e890>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=[18,4])\n",
    "hold(0)\n",
    "t1 = linspace(1000.0/400,1000.0/400*len(physio['samples_ecg_I']),len(physio['samples_ecg_I']))\n",
    "plot(t1,physio['samples_ecg_I'])\n",
    "hold(1)\n",
    "t2 = linspace(1000.0/400,1000.0/400*len(physio['triggers_ecg_I']),len(physio['triggers_ecg_I']))\n",
    "plot(t2,physio['triggers_ecg_I'],'r')\n",
    "plot(time_gates_ecg_on,1000*ones(time_gates_ecg_on.shape),'.g')\n",
    "#plot(time_gates_ecg_off,1000*ones(time_gates_ecg_off.shape),'.g')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
